Awesome

Ring-A-Bell

Code for reproducing the results in the paper "Ring-A-Bell! How Reliable are Concept Removal Methods For Diffusion Models?" Link.

Framework of Ring-A-Bell

📌 Concept Extraction

The code of Concept Extraction is in Get_Concept_Vector.ipynb.

📌 Prompt Discovery

The code of Prompt Discovery is in InversePrompt.ipynb. <br> <br> You can get the problematic prompts after you conduct InversePrompt.ipynb. Then you can use problematic prompts to evaluate the effectiveness of the concept removal methods. <br> <br>

Citation

🔔🔔 If you need InvPrompts for nudity, please visit https://huggingface.co/datasets/Chia15/RingABell-Nudity and send the request. <br><br> Please feel free to email us at chiayihsu8315@gmail.com. If this work is useful in your own research, please consider citing our work!

@inproceedings{
ringabell,
title={Ring-A-Bell! How Reliable are Concept Removal Methods For Diffusion Models?},
author={Yu-Lin Tsai*, Chia-Yi Hsu*, Chulin Xie, Chih-Hsun Lin, Jia-You Chen, Bo Li, Pin-Yu Chen, Chia-Mu Yu, Chun-Ying Huang},
booktitle={The Twelfth International Conference on Learning Representations},
year={2024},
url={https://openreview.net/forum?id=lm7MRcsFiS}
}